Charles @charles
Joined August 2009-
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What kind of sport allows physical play, including brutal slide tackles, but prohibits COMPLETELY unintentional contact that might result in injury. This only encourages drama. GOAL!!!!!!
Last week, Anthropic announced Project Glasswing alongside Claude Mythos Preview, a model they described as so powerful at finding vulnerabilities they couldn't release it. The announcement featured AWS, Microsoft, Google, and Apple as partners, $100M in compute credits, and a clear message: this is dangerous, and only we can be trusted to deploy it safely. The results were real. Thousands of zero-days across every major OS and browser. A 27-year-old bug in OpenBSD. A 16-year-old bug in FFmpeg. Fully autonomous exploit chains that would have taken human researchers weeks. But here's what bothered me: all the credit went to the model. Read the technical blog carefully and a different picture emerges. The real innovation isn't the model. It's the workflow: - Rank every file in a codebase by attack surface - Fan out hundreds of parallel agents, each scoped to one file - Use crash oracles (AddressSanitizer, UBSan) as ground truth - Run a second verification agent to filter noise - Generate exploits as a triage mechanism for severity That's a pipeline. And pipelines are model-agnostic. At Lazarus AI, we spend our days deploying custom AI in places where "just use the closed API" isn't an option: regulated industries, enterprise, and government. When I saw Glasswing, my instinct was the same one I have every week: strip out the proprietary model, keep the architecture, run it on whatever model is best for the customer. Clearwing is a fully open-source vulnerability discovery engine. Crash-first hunting, file-parallel agents, oracle-driven verification, variant hunting, adversarial verification. Works with any LLM. I tested it with OpenAI Codex 5.4 and reproduced Glasswing's findings. I'm now reproducing results with our own ReAligned model - Qwen3.5 finetuned to Western alignment. Mythos is certainly a great model. The N-day exploit walkthroughs in Anthropic's blog show real reasoning depth. But it's an incremental improvement over Opus, the same way Opus was over Sonnet, and Sonnet over Haiku. It's not a leap to superintelligence. It's the next point on a curve we've been watching for years. What actually changed the game was the workflow. Defenders shouldn't have to wait for access to a gated model to secure their software. These vulnerabilities have been sitting in codebases for decades. The tools to find them should be available to everyone: the open source maintainer running FFmpeg on a Saturday, the startup that can't afford $125/M output tokens, the researcher in a country where Anthropic doesn't operate. Clearwing is MIT licensed and available now. github.com/Lazarus-AI/cle… Clearwing enables a wide variety of security activities. Handle with care. It is sharp.
@DENAirport why are the trains running so slow?
@chrismoodycom Fox News front page today at 1:20 PM Mountain Time. You have to go below the fold to see that the market is melting down, China's response, etc. Yes, where you get your news really, really does matter.
Suboptimal situation at the ride share pickup at DIA. Concerning given that most of the airport is covered with this stuff.. #COwx
@NWSBoulder Yikes! I'm hearing of a report that someone may have gotten struck by lightning in this general area.
@wcadkins Ah man! That had my complete undivided attention….until it was too late! LOL
First Light #SAR images from Capella 14 are here! "Born in the #USA" was launched on the @SpaceX Bandwagon-1, putting our 14th satellite into MIO that will continue to maximize revisit and optimize image collection over key areas of interest. bit.ly/4dcB0zB
@wcadkins Haha! I’m going to have to roll into my vocab
@rushtropicalwx Make sure to secure it well or you’ll get false rain event readings when there are high winds.
@SeanGorman I wouldn’t trust those guys with expensive equipment.
In celebration of my new Atomic Bent line dropping today, I wanted to offer a limited edition print of Asthenospheric Mantle, the painting that was used on this years graphics… A sizable 40” x 30” Giclée on acid‑free, elegantly textured 100% cotton, cold pressed fine art paper with deckled edges. Atomic started in 1955, so a very limited hand signed edition run of 55 felt right. Shipped in an extra durable, double wall, bi-directional, corrugated inner and outer shipping box to maximize strength and ensure safe arrival and storage. chrisbenchetler.com/collections/li…
@DENAirport Thanks but why aren’t you providing similar updates to passengers about the long lines that are being reported?
Just a week after our #WeLoveTheNightlife launch, First Light imagery from our third generation Acadia satellite is here! Check out our night time series of rollercoasters from around the world. Read more bit.ly/45TIFOu #SAR
Mitchell Byars @mitchellbyars
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CollierMint @rodrigopfrancis
66 Followers 181 Following The blockchain to house all finance. Trade, build apps, and launch tokens on the same hyper-performant chain. X by Hyper Foundation
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sara @kylayesenob11h
18 Followers 315 Following Am not actually married,Am single with one kid who ever is down for that
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Symon Kupala 🕹️ ... @BeTinL3
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COURTNEY BOLTON. @courtneybolton
5K Followers 5K Following UX Design, Research, Strategy + Innovation for TD Ameritrade, Method, R/GA, Businessweek, TED, Apple, Samsung, Sony. #ux #product #innovation
Kimberly @Kimf002
438 Followers 6K Following I'm a cool moving person ...seeking for something serious and long team
Mary grace @Marygraceq7
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TylerBennett @oppama_furugi
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Mitchell Byars @mitchellbyars
42K Followers 16K Following Covering #Boulder for @axios. Formerly @dailycamera; #CUBoulder grad; Hawaii native surviving in a landlocked state with the help of beer, golf and snuggies.
Arielle Schwartz 🍤 @arisirenita
2K Followers 809 Following building @Togethercompute. ex-tweep, @topsy, & @salesforce. lifetime member of the @cycle4survival family 💪🏼
Eric Budd @ericmbudd
9K Followers 9K Following 2025 Voter Guide: https://t.co/LTR9H7uVod Bluesky: https://t.co/f2yjyDUHfB
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Whitney Riker @whitneymriker
855 Followers 513 Following Mediocre Tweeter, really good eater, athletic-ish #BlackLivesMatter she/her
Mark Callahan @MDCinMT
2K Followers 4K Following I create product stories that make 🤔 seem 😃. CO @ ❤️, MT @ 🏠. Very proud papa of two little 🐒🐒 and happy husband of Alayna. PMM Strata Identity, ex Tweep.
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34K Followers 17K Following Questions & follow-ups @ColoradoMatters • En français • Cat Dad • #AvGeek • Sartorial • Gay & Jewish • Insta/Threads: @oddryhepburn • Mean-spirited =🚫
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Aaron Brockett @AaronBrockett12
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Joe Rice @josephlrice
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Joe Morrison @mouthofmorrison
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412 Followers 498 Following CO native and family settled here in the 1860s
Chris Moody @chrismoodycom
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Sage Canaday @SageCanaday
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Peter Moller @PeterMollerIII
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Mistral AI @MistralAI
201K Followers 2 Following Frontier AI in your hands. Get work done with @MistralVibe at https://t.co/JsGnCVMUFq.
Oversight Dems @OversightDems
191K Followers 4K Following Fighting for Truth & Justice. Ranking Member: @RepRobertGarcia
Alex Panait @alpanait
256 Followers 1K Following If I'm lucky, today could be the day I catch a glimpse of something from a new angle and think, "Wow, that's a twist I didn't see coming."
National Hurricane Ce... @NWSNHC
366K Followers 62 Following Official X account for the National Weather Service's National Hurricane Center. For more details: https://t.co/ycjLxgxbkJ
Anthropic @AnthropicAI
1.6M Followers 2 Following We're an AI safety and research company that builds reliable, interpretable, and steerable AI systems. Talk to our AI assistant @claudeai on https://t.co/FhDI3KQh0n.
Mike Conover @vagabondjack
4K Followers 2K Following Founder & CEO at Brightwave; formerly language models at Databricks.
Yuri Sagalov @yuris
28K Followers 661 Following Dad, husband, brother, son, friend, founder, investor (@Supabase, @WeAreLegora, @DecagonAI,+++). MD @GeneralCatalyst. Previously @WayfinderVC @YCombinator.
PRIVATEER @PrivateerSpace
2K Followers 90 Following Creating global access to our orbital highways and preserving their potential for future generations. Co-founded by @stevewoz, @Alex__Fielding, and @moribajah.
Ab Gamble 🇨🇦, g... @AbGamble1
10K Followers 10K Following Dad served overseas (RCAF WW2), we are a loyal 🇨🇦 ♥️ family. United We Stand, 🇨🇦/🇺🇸.. My account is often restricted. Ugh!
Jon Stokes @jon_stokes
32K Followers 2K Following Author. Coder. CTO. θηριομάχης. Building: https://t.co/otXT4Wy6WR. Writing: https://t.co/dBPBtyCIHw.
Chef Reactions @ChefReactions
471K Followers 470 Following Extra Salty | Side of Sarcasm *BS allergy* that annoying, monotone chef from TikTok — CR x Hedley & Hat for Meals On Wheels 👇
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25K Followers 964 Following North Korea-focused journalist/researcher @38NorthNK and @NorthKoreaTech. Senior Fellow @stimsoncenter. On air as KJ6SDF. 英国➡️日本➡️米国
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69K Followers 850 Following Founder of https://t.co/3N7L9wzTQH - the financial storytelling firm.
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749 Followers 174 Following QuantCube Technology is an AI start-up and provider of macroeconomic and financial predictive analytics based on alternative data.
Radiant Earth @OurRadiantEarth
8K Followers 1K Following Increasing shared understanding of our world through community-led initiatives that make data easier to access and use.
Historic Vids @historyinmemes
6.1M Followers 360 Following Daily history lessons. Education through memes! Business Inquiries: [email protected]
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1K Followers 121 Following Morpheus Space is unlocking satellite mobility with the efficiency of our GO-2 propulsion system.
CAIC:Statewide Info @COAvalancheInfo
6K Followers 98 Following The Colorado Avalanche Information Center strives to help the people that live, work, visit, and play in the Colorado mountains stay out of avalanches.
Leitner-Poma of Ameri... @Leitner_Poma
426 Followers 100 Following Official Page of Leitner-Poma of America. We offer cable transport systems, including chairlifts, gondolas, MiniMetro, trams, inclined elevators, etc...
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52K Followers 4K Following Associate Professor @UTKGeography | @Amazon Scholar | Talk about #opensource #geospatial #dataviz #GeoAI
OSINTtechnical @Osinttechnical
1.8M Followers 934 Following PAI enjoyer, OSINT guy @hntrbrkmedia, my views/freezing cold takes are my own. For full disclosures, visit https://t.co/JOtQx4pI3e.
Element 84 @Element84
5K Followers 3K Following 🚀 Accelerating and 🌲 scaling impactful projects with great software and design. Woman-owned.
Chad C @cfochad
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6 Followers 17 Following The Global Leading Annual Geospatial Intelligence Conference, which brings all the GeoInt experts together under one roof.
Adam Thomas @geologyadam
73 Followers 111 Following Earth Scientist by background, EO, SAR & InSAR expert by trade. Passionate about reducing risk in mining & natural hazards. All views & opinions are my own.
BoxMica @boxMica
1K Followers 466 Following Intelligence as a Service. Get Actionable Intelligence, With Rapidly Delivered Briefings, For Persistent Geospatial Monitoring Missions. 🇺🇸
Figure Eight Federal @F8Federal
40 Followers 224 Following Confidence to deploy world class AI. https://t.co/FuKxxeuIAW
Encord @encord_team
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George Barros @georgewbarros
37K Followers 809 Following Director of Innovation and Open Source Tradecraft @TheStudyofWar studying 🇺🇦,🇷🇺, & 🇧🇾. W&M alum. Opinions mine.
Colorado Product @coloradoproduct
564 Followers 276 Following The hub of product management in Colorado. Good reads, educational events, community development, and more.
Aria Alamalhodaei @breadfrom
5K Followers 578 Following head of comms @astroforge. ex-@techcrunch. viriditas 🌱 ✝️ per aspera ad astra 💫 Signal: ariaalam.18
VCs Congratulating Th... @VCBrags
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NV5 Geospatial Softwa... @GeoByENVI
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Interesting things @awkwardgoogle
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Carolyn Riggs @traveltheglobe1
44 Followers 121 Following Marketing Manager, Events and Operations | Dog Lover | Travel Obsessed (Opinions are mine and not that of my employer)
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ARCHIVED - NASA Voyag... @NASAVoyager
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GeoConfirmed @GeoConfirmed
229K Followers 279 Following Map and Investigations = https://t.co/B93nqcHOaM Managed by volunteers.
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Neudata @neudatalab
887 Followers 206 Following The authoritative source for global data intelligence. Alternative data research for hedge funds, asset managers, PE/VC firms, consultancies and corporations.You might like
